The advertisement for the house appeared like a phantom. A phantom from her past, a ghost from her youth. She stared, transfixed, at the screen, the image of the familiar brick exterior drawing her in. Her breath hitched.

She slowly began to scroll. The kitchen, where she and her brother had battled over the last cookie. The garden, where she had learned to love the earth. She had felt a deep fondness for that house and the way that it had shaped her.

A smile lifted the corners of her mouth as she recalled all the love that had been shared within those walls. It was a wellspring of positive feeling and she wanted to share it. She called her niece and offered to take her to the house to show her where she had grown up, and the girl was ecstatic.

Emotion: grateful

Cluster: Positive / Joy
PC1 (Valence): 3.77 Positive
PC2 (Disposition): -0.43

Role in Research

This story is one of 1,000 stories generated for the emotion grateful. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 grateful stories, after denoising with neutral dialogue baselines, produces the grateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grateful vector is projected through the unembedding matrix.

Promoted:
la0.571
de0.562
B0.546
மகி0.517
happy0.493
Suppressed:
[]-0.582
😖-0.519
worse-0.509
😫-0.498
😣-0.494